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根据其与公共交通运输的关系,对电动滑板车旅行的盲目分类

Juan José Vinagre Díaz¹, Rubén Fernández Pozo¹, Ana Belén Rodríguez González¹

¹Department of Mathematics Applied to Information and Communication Technologies, Universidad Politécnica de Madrid, Avda. Complutense, 30, 28040 Madrid, Spain.

Transportation

|June 26, 2023

概括

电动滑板车 (电动滑板车) 旅行往往取代公共交通或服务交通稀缺地区. 一种新的数据驱动方法对电动滑板车的使用进行了分类,揭示了它们在城市流动性和特定社区需求中的作用.

科学领域:

城市规划和交通科学.
作为服务 (MaaS) 的移动性分析.
数据驱动的城市分析.

背景情况:

电动滑板车服务在全球范围内迅速扩大,需要更深入地了解它们与现有的城市交通网络的整合.
目前的研究经常将电动滑板车归类为公共交通的第一和最后一英里解决方案.
电动滑板车对公共交通使用和服务不足的地区的实际影响需要进行严格的调查.

研究的目的:

根据其与公共交通的关系,开发和应用一种新的数据驱动方法来自主分类电动滑板车旅行.
通过直接从现实世界的电动滑板车使用数据中提取内在的城市参数,超越预定义的标准.
分析电动滑板车在不同城市环境中提供的特定移动解决方案,特别是在公共交通基础设施有限的地区.

主要方法:

开发数据驱动的方法,用于自主分类电动滑板车行程.
应用该方法来分析意大利罗马的电动滑板车使用模式.
盲目分析方法以确定影响电动滑板车旅行特征的内在城市参数.

主要成果:

发现很大一部分电动滑板车旅行要么取代公共交通,要么服务于公共交通基础设施不足的地区.
该研究确定了电动滑板车在罗马特定城市区域满足的特定移动需求.
数据驱动的方法成功地将电动滑板车旅行与公共交通的关系分类,而不依赖预先定义的假设.

结论:

电动滑板车服务提供比以前假设的更复杂的移动解决方案,超出了简单的第一和最后一英里功能.
拟议的方法提供了一个有价值的工具,以了解在更广泛的城市移动生态系统中电动滑板车的细微作用.
调查结果强调了电动滑板车解决移动差距和服务于传统公共交通服务不足的地区的潜力.

关键词:

自主集群的自主集群.电动滑板车电动滑板车微型移动性微型移动性公共交通运输公共交通运输罗马罗马罗马罗马罗马

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